Take a powder

Meaning

Leave quickly, often to avoid trouble.

Used when someone retreats or disappears suddenly.

Origin notes can vary by region and source; this page gives the commonly reported explanation and usage context.

Early twentieth century slang for making oneself scarce.

Popularized in American newspapers during the 1910s.